Graph Neural Networks

Learning to solve Class-Constrained Bin Packing Problems via Encoder-Decoder Model ICLR 2024 Less is More: One-shot Subgraph Reasoning on Large-scale Knowledge Graphs ICLR 2024 Less is More: on the Over-Globalizing Problem in Graph Transformers ICML 2024 Leveraging Contrastive Learning for Enhanced Node Representations in Tokenized Graph Transformers NeurIPS 2024 Leveraging Graphic and Convolutional Neural Networks for Auditory Attention Detection with EEG Interspeech 2024 Leveraging Graph Structures to Detect Hallucinations in Large Language Models ACL 2024 Leveraging Predicate and Triplet Learning for Scene Graph Generation CVPR 2024 Leveraging Social Context for Humor Recognition and Sense of Humor Evaluation in Social Media with a New Chinese Humor Corpus - HumorWB COLING 2024 Leveraging Tumor Heterogeneity: Heterogeneous Graph Representation Learning for Cancer Survival Prediction in Whole Slide Images NeurIPS 2024 LG-GNN: Local-Global Adaptive Graph Neural Network for Modeling Both Homophily and Heterophily IJCAI 2024 LGMRec: Local and Global Graph Learning for Multimodal Recommendation AAAI 2024 LiDAR-based Person Re-identification CVPR 2024 Line Graph Vietoris-Rips Persistence Diagram for Topological Graph Representation Learning JMLR 2024 Linking Adaptive Structure Induction and Neuron Filtering: A Spectral Perspective for Aspect-based Sentiment Analysis COLING 2024 Link Prediction for Flow-Driven Spatial Networks WACV 2024 Link Prediction in Multilayer Networks via Cross-Network Embedding AAAI 2024 LLaGA: Large Language and Graph Assistant ICML 2024 LLM as Prompter: Low-resource Inductive Reasoning on Arbitrary Knowledge Graphs ACL 2024 LLMs as Zero-shot Graph Learners: Alignment of GNN Representations with LLM Token Embeddings NeurIPS 2024 Locality-Aware Graph Rewiring in GNNs ICLR 2024 Logical characterizations of recurrent graph neural networks with reals and floats NeurIPS 2024 Long-range Meta-path Search on Large-scale Heterogeneous Graphs NeurIPS 2024 Long Range Propagation on Continuous-Time Dynamic Graphs ICML 2024 Long-Short-Range Message-Passing: A Physics-Informed Framework to Capture Non-Local Interaction for Scalable Molecular Dynamics Simulation ICLR 2024 LSEnet: Lorentz Structural Entropy Neural Network for Deep Graph Clustering ICML 2024